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  ## Project Overview
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  This repository contains an advanced Retrieval-Augmented Generation (RAG) system that integrates structured ontologies with language models. The system demonstrates how formal ontological knowledge representation can enhance traditional vector-based retrieval methods to provide more accurate, contextually rich, and logically consistent answers to user queries.
 
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+ ---
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+ title: Ontology-Enhanced RAG System
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+ colorFrom: indigo
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+ colorTo: blue
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+ sdk: streamlit
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+ sdk_version: 1.44.0
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+ app_file: app.py
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+ pinned: false
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+ ---
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+ # Ontology-RAG System
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  ## Project Overview
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  This repository contains an advanced Retrieval-Augmented Generation (RAG) system that integrates structured ontologies with language models. The system demonstrates how formal ontological knowledge representation can enhance traditional vector-based retrieval methods to provide more accurate, contextually rich, and logically consistent answers to user queries.